Transformers.js

What is Transformers.js ?

Transformers.js is a JavaScript library designed for detecting objects in images. It leverages modern AI and transformer-based architectures to provide accurate and efficient object detection capabilities. The library is lightweight and optimized for use in web and mobile applications, making it a versatile tool for developers needing image analysis features.

Features

• Object Detection: Detect objects within images using state-of-the-art models like YOLO, DETR, and others. • Real-Time Detection: Process images in real-time for immediate results. • Cross-Platform Support: Compatible with web browsers and Node.js environments. • Easy Integration: Simple API for integrating object detection into your JavaScript or TypeScript projects. • Customizable: Adjust models and parameters to balance accuracy and performance. • Multiple Formats: Supports various image formats, including JPEG, PNG, and more.

How to use Transformers.js ?

1. Install the Package
   Run npm install transformers.js to add the library to your project.
2. Import the Library

   import { Transformers } from 'transformers.js';
   

3. Initialize the Detector

   const detector = new Transformers.Detector('yolo');
   

4. Load the Image

   const image = new Image();
   image.src = 'path/to/your/image.jpg';
   

5. Detect Objects

   detector.detect(image).then(results => {
       // Process detection results
       results.forEach(result => {
           console.log(`Detected ${result.label} at (${result.x}, ${result.y})`);
       });
   });
   

6. Visualize Results
   Draw bounding boxes and labels on the image canvas using the detection results.

Frequently Asked Questions

What platforms are supported by Transformers.js?
Transformers.js supports web browsers and Node.js environments, making it suitable for a wide range of applications.

Can I customize the detection models?
Yes, Transformers.js allows you to customize models by adjusting parameters such as model architecture, input size, and confidence thresholds to optimize for your specific use case.

What image formats does Transformers.js support?
Transformers.js supports JPEG, PNG, and other standard image formats. However, performance may vary depending on image size and quality.